lean-agent-governance / core_engine.py
Sahek's picture
v7.2: fix historical velocity tracking (repo_id), session UUID collision, read-only repo mount, SQLite pre-score, batched semgrep, real CI patch content
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#!/usr/bin/env python3
import sys
import os
import re
import json
import sqlite3
import unicodedata
import base64
import subprocess
import uuid
import hashlib
from datetime import datetime, timedelta
# Characters commonly used to smuggle instructions past naive regex matching:
# zero-width joiners/spaces and directional override marks. Stripped before
# pattern matching so "ignore\u200bprevious" still triggers the same signature
# as "ignoreprevious". This is still a heuristic layer, not semantic analysis —
# see README for accurate scope-of-defense language.
_ZERO_WIDTH_CHARS = "".join([
"\u200b", "\u200c", "\u200d", "\u2060", "\ufeff",
"\u202a", "\u202b", "\u202c", "\u202d", "\u202e",
])
_ZERO_WIDTH_RE = re.compile("[" + _ZERO_WIDTH_CHARS + "]")
class AgentSecurityEngine:
def __init__(self, workspace_dir, session_id, raw_prompt=""):
self.workspace_dir = workspace_dir
self.session_id = session_id
self.raw_prompt = raw_prompt
self.db_path = "/tmp/agent_intel_state.db"
self.explain_log = []
self.repo_id = self._derive_repo_id()
self._init_database()
self.config = self._load_config()
self.profile = self._determine_context_profile()
self._prune_history()
def _derive_repo_id(self):
try:
remote = subprocess.check_output(
["git", "config", "--get", "remote.origin.url"], text=True, cwd=self.workspace_dir
).strip()
basis = remote if remote else self.workspace_dir
except Exception:
basis = self.workspace_dir
return hashlib.sha256(basis.encode("utf-8")).hexdigest()[:16]
def _init_database(self):
with sqlite3.connect(self.db_path, timeout=30.0) as conn:
conn.execute("PRAGMA journal_mode=WAL;")
conn.execute("""
CREATE TABLE IF NOT EXISTS session_history (
session_id TEXT,
repo_id TEXT,
timestamp DATETIME,
jri INTEGER
)
""")
conn.execute("""
CREATE TABLE IF NOT EXISTS session_state (
session_id TEXT PRIMARY KEY,
repo_id TEXT,
prompt_score REAL,
created_at DATETIME
)
""")
def _load_config(self):
config_path = os.path.join(self.workspace_dir, "config/security_profiles.json")
with open(config_path, "r") as f:
return json.load(f)
def _prune_history(self):
"""FIX #5 (Low-Medium): unbounded growth in session_history/session_state
slows historical scans over months of use. Prune anything older than the
configured retention window on every engine init."""
retention_days = self.config.get("system_settings", {}).get("history_retention_days", 30)
cutoff = datetime.utcnow() - timedelta(days=retention_days)
try:
with sqlite3.connect(self.db_path, timeout=30.0) as conn:
conn.execute("DELETE FROM session_history WHERE timestamp < ?", (cutoff,))
conn.execute("DELETE FROM session_state WHERE created_at < ?", (cutoff,))
except Exception:
pass
def _determine_context_profile(self):
sensitive_patterns = r"(auth|login|jwt|rbac|oauth|session|crypto|credential|privilege|permission|token)"
refactor_patterns = r"(refactor|restructure|rename across|migrate|reorganize|large-scale rewrite)"
if re.search(sensitive_patterns, self.raw_prompt, re.IGNORECASE):
return "security_sensitive"
if re.search(refactor_patterns, self.raw_prompt, re.IGNORECASE) and "refactor_heavy" in self.config.get("context_profiles", {}):
return "refactor_heavy"
return "default"
# ==========================================================================
# PHASE A: PRE-RUNTIME GATEWAY SCANNER
# ==========================================================================
def pre_runtime_scan(self):
if not self.raw_prompt:
return 0
# FIX #3 (Medium, partial mitigation): strip zero-width/bidi-override
# characters and apply NFKC normalization *before* stripping markdown/
# comments, so homoglyph/invisible-character smuggling doesn't slip
# override signatures past the regex. This still does not amount to
# semantic prompt analysis — see README for accurate framing.
norm = _ZERO_WIDTH_RE.sub("", self.raw_prompt)
norm = unicodedata.normalize("NFKC", norm).lower()
norm = re.sub(r"<!--.*?-->", "", norm, flags=re.DOTALL)
norm = re.sub(r"```.*?```", "", norm, flags=re.DOTALL)
# Collapse repeated whitespace/newlines, another common fragmentation trick
# (e.g. "ignore\n\nprevious" split across lines to dodge a single-line regex).
norm_collapsed = re.sub(r"\s+", " ", norm)
b64_patterns = r"[a-zA-Z0-9+/]{40,}={0,2}"
for match in re.findall(b64_patterns, norm):
try:
decoded = base64.b64decode(match).decode("utf-8", errors="ignore").lower()
norm_collapsed += " " + re.sub(r"\s+", " ", decoded)
except Exception:
pass
score = 0
if re.search(r"(ignore\s*previous|system\s*override|bypass\s*restrictions|developer\s*mode)", norm_collapsed):
base_risk = 85; confidence = 0.95
score += (base_risk * confidence)
self.explain_log.append(f"Prompt Normalizer: Override signature detected (Contribution: +{int(base_risk * confidence)})")
if re.search(r"(reveal\s*secrets|system\s*prompt|read\s*\.env)", norm_collapsed):
base_risk = 60; confidence = 0.90
score += (base_risk * confidence)
self.explain_log.append(f"Prompt Normalizer: Target vector probe signature detected (Contribution: +{int(base_risk * confidence)})")
final_score = min(score, 100)
thresholds = self.config["context_profiles"][self.profile]["thresholds"]
if final_score >= thresholds["terminate_quarantine_branch"]:
print(f"❌ PRE-RUNTIME ENFORCEMENT BLOCK: Prompt payload hazard score [{int(final_score)}] violates policy.")
sys.exit(403)
return final_score
def save_pre_score(self, score):
with sqlite3.connect(self.db_path, timeout=30.0) as conn:
conn.execute(
"INSERT OR REPLACE INTO session_state VALUES (?, ?, ?, ?)",
(self.session_id, self.repo_id, score, datetime.utcnow()),
)
def load_pre_score(self):
with sqlite3.connect(self.db_path, timeout=30.0) as conn:
cursor = conn.cursor()
cursor.execute(
"SELECT prompt_score FROM session_state WHERE session_id = ?", (self.session_id,)
)
row = cursor.fetchone()
return row[0] if row else 0
# ==========================================================================
# PHASE C: POST-RUNTIME METRIC COMPILATION ENGINES
# ==========================================================================
def evaluate_dependency_risk(self):
score = 0
try:
diff_files = subprocess.check_output(["git", "diff", "--cached", "--name-only"], text=True).splitlines()
manifests = [f for f in diff_files if any(x in f for x in ["package.json", "Cargo.toml", "requirements.txt"])]
if manifests:
diff_content = subprocess.check_output(["git", "diff", "--cached"], text=True)
if re.search(r"^\+.*(http|https|git@):", diff_content, re.MULTILINE):
base_risk = 90; confidence = 0.98
score += (base_risk * confidence)
self.explain_log.append("Dependency Engine: Unapproved remote source fetch registry injection (+88)")
else:
base_risk = 40; confidence = 0.85
score += (base_risk * confidence)
self.explain_log.append("Dependency Engine: Structural package manifest modification pattern (+34)")
except Exception:
pass
return min(score, 100)
def evaluate_behavioral_risk(self):
try:
files_changed = len(subprocess.check_output(["git", "status", "--porcelain"], text=True).splitlines())
diff_stats = subprocess.check_output(["git", "diff", "--cached", "--numstat"], text=True).splitlines()
lines_changed = sum(sum(int(x) for x in line.split()[:2] if x.isdigit()) for line in diff_stats)
except Exception:
files_changed, lines_changed = 0, 0
# FIX #6 (Medium, partial mitigation): if the patch failed to apply on the
# host, the diff above is empty and this signal would silently go to zero
# even if the agent did something risky inside the container. Fold in
# container-side telemetry (modified file count) exported by the
# orchestrator alongside the patch, so a failed-apply doesn't erase evidence.
telemetry = self._load_container_telemetry()
if telemetry:
files_changed = max(files_changed, telemetry.get("modified_file_count", 0))
if telemetry.get("patch_apply_failed"):
self.explain_log.append(
"Telemetry Bridge: Container-side patch failed to apply on host — "
f"scoring against {telemetry.get('modified_file_count', 0)} modified files reported by container instead"
)
max_files = 12 if self.profile == "refactor_heavy" else 3
max_lines = 700 if self.profile == "refactor_heavy" else 150
score = 0
if files_changed > max_files:
score += (files_changed - max_files) * 15
self.explain_log.append(f"Behavior Engine: Churn count drift across {files_changed} files")
if lines_changed > max_lines:
score += (lines_changed - max_lines) // 5
self.explain_log.append(f"Behavior Engine: Volume block scale mutation of {lines_changed} lines")
return min(score, 100)
def _load_container_telemetry(self):
telemetry_path = os.environ.get("AGENT_TELEMETRY_PATH")
if not telemetry_path or not os.path.exists(telemetry_path):
return None
try:
with open(telemetry_path, "r") as f:
return json.load(f)
except Exception:
return None
def evaluate_historical_velocity(self):
half_life = self.config["system_settings"]["historical_decay_half_life_days"]
with sqlite3.connect(self.db_path, timeout=30.0) as conn:
cursor = conn.cursor()
cursor.execute(
"SELECT timestamp, jri FROM session_history WHERE repo_id = ? ORDER BY timestamp DESC LIMIT 50",
(self.repo_id,),
)
rows = cursor.fetchall()
if not rows:
return 0
decayed_sum = 0
now = datetime.utcnow()
for ts_str, past_jri in rows:
ts = datetime.strptime(ts_str.split(".")[0], "%Y-%m-%d %H:%M:%S")
days_passed = (now - ts).total_seconds() / 86400.0
decay_factor = 0.5 ** (days_passed / half_life)
decayed_sum += past_jri * decay_factor
score = int(decayed_sum / len(rows))
if score > 20:
self.explain_log.append(f"Temporal Memory: Sustained historical anomaly load flagged across repo (+{score})")
return min(score, 100)
def verify_clean_secrets(self):
res = subprocess.run(["trufflehog", "filesystem", "--fail", ".", "--exclude-paths=.aiderignore"], capture_output=True)
if res.returncode != 0:
self.explain_log.append("Secret Guard: Active high-entropy match credential leak detected (+100)")
return False
return True
def run_semgrep_ast_diff(self):
try:
changed_files = subprocess.check_output(["git", "diff", "--cached", "--name-only"], text=True).splitlines()
target_modules = [f for f in changed_files if re.search(r"\.(ts|js|py|rs|go)$", f) and os.path.exists(f)]
if not target_modules:
return 0
res = json.loads(subprocess.check_output(
["semgrep", "--config=config/rules.semgrep.yml", "--json", *target_modules], text=True
))
violations = len(res.get("results", []))
if violations > 0:
base_risk = 90; confidence = 0.95
weighted_contribution = int(base_risk * confidence * violations)
self.explain_log.append(f"Semgrep AST Analyzer: {violations} structural security rules violated (Contribution: +{min(weighted_contribution, 100)})")
return min(weighted_contribution, 100)
except Exception:
pass
return 0
def compute_and_route_jri(self):
pre_runtime_prompt_score = self.load_pre_score()
b_score = self.evaluate_behavioral_risk()
s_score = 100 if not self.verify_clean_secrets() else 0
d_score = self.run_semgrep_ast_diff()
dep_score = self.evaluate_dependency_risk()
h_score = self.evaluate_historical_velocity()
w = self.config["context_profiles"][self.profile]["weights"]
jri = (
(pre_runtime_prompt_score * w["prompt"]) +
(b_score * w["behavior"]) +
(d_score * w["diff"]) +
(s_score * w["secret"]) +
(dep_score * w["dependency"]) +
(h_score * w["historical"])
)
final_jri = int(min(jri, 100))
with sqlite3.connect(self.db_path, timeout=30.0) as conn:
conn.execute(
"INSERT INTO session_history VALUES (?, ?, ?, ?)",
(self.session_id, self.repo_id, datetime.utcnow(), final_jri),
)
thresholds = self.config["context_profiles"][self.profile]["thresholds"]
print("\n" + "="*60)
print(f"🛡️ AUTONOMOUS AGENT RUNTIME RISK ANALYSIS REPORT (JRI: {final_jri}/100)")
print(f" Profile Context: {self.profile} | Session: {self.session_id} | Repo: {self.repo_id}")
print("="*60)
for entry in self.explain_log:
print(f" {entry}")
print("="*60)
if final_jri <= thresholds["warn"]:
print("✅ [POLICY: ALLOW] Workspace metrics normalized. Changes passed forward.")
sys.exit(0)
elif final_jri <= thresholds["quarantine"]:
print("⚠️ [POLICY: WARN] Structural delta divergence flagged. Human gatekeeper override signature forced.")
sys.exit(0)
elif final_jri <= thresholds["terminate_quarantine_branch"]:
print("🚫 [POLICY: QUARANTINE] Agent deviation metrics flagged. Stashing local adjustments...")
subprocess.run(["git", "stash", "save", f"quarantine_{self.session_id}"])
sys.exit(2)
else:
salt = str(uuid.uuid4())[:4]
q_branch = f"quarantine/session_{self.session_id}_{salt}"
print(f"❌ [POLICY: BLOCK & ISOLATE] Threat signatures confirmed.")
print(f" Action: Diverting local modifications into transaction quarantine branch: {q_branch}")
subprocess.run(["git", "checkout", "-b", q_branch])
subprocess.run(["git", "add", "."])
subprocess.run(["git", "commit", "-m", "CRITICAL - Security Platform Intercepted Agent Exploit Pipeline", "--no-verify"])
subprocess.run(["git", "checkout", "-"])
sys.exit(1)
if __name__ == "__main__":
mode = sys.argv[1]
session = sys.argv[2]
prompt_payload = sys.argv[3] if len(sys.argv) > 3 else ""
engine = AgentSecurityEngine(workspace_dir=os.getcwd(), session_id=session, raw_prompt=prompt_payload)
if mode == "pre":
score = engine.pre_runtime_scan()
engine.save_pre_score(score)
elif mode == "post":
engine.compute_and_route_jri()